{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "alphafold_output_at_each_recycle.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/sokrypton/ColabFold/blob/main/beta/alphafold_output_at_each_recycle.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vJxiCSLc7IWD",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a607d5f0-a41f-4e88-8f69-c32c0694512b"
      },
      "source": [
        "%%bash\n",
        "if [ ! -d alphafold ]; then\n",
        "  pip -q install biopython dm-haiku ml-collections py3Dmol\n",
        "\n",
        "  # download model\n",
        "  git clone --quiet https://github.com/deepmind/alphafold.git\n",
        "  cd /content/alphafold\n",
        "  git checkout --quiet 1d43aaff941c84dc56311076b58795797e49107b\n",
        "  cd /content\n",
        "\n",
        "  # apply patch to return model at each recycle step\n",
        "  wget -qnc https://raw.githubusercontent.com/sokrypton/af_tests/main/model.patch\n",
        "  wget -qnc https://raw.githubusercontent.com/sokrypton/af_tests/main/modules.patch\n",
        "  patch -u alphafold/alphafold/model/model.py -i model.patch\n",
        "  patch -u alphafold/alphafold/model/modules.py -i modules.patch\n",
        "\n",
        "  # download model params (~1 min)\n",
        "  mkdir params\n",
        "  curl -fsSL https://storage.googleapis.com/alphafold/alphafold_params_2021-07-14.tar | tar x -C params\n",
        "\n",
        "  # colabfold\n",
        "  wget -qnc https://raw.githubusercontent.com/sokrypton/ColabFold/main/beta/colabfold.py\n",
        "fi"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "patching file alphafold/alphafold/model/model.py\n",
            "patching file alphafold/alphafold/model/modules.py\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ptyikINV7TwY"
      },
      "source": [
        "# import libraries\n",
        "import os\n",
        "import sys\n",
        "sys.path.append('/content/alphafold')\n",
        "\n",
        "import numpy as np\n",
        "import jax.numpy as jnp\n",
        "\n",
        "from alphafold.common import protein\n",
        "from alphafold.data import pipeline\n",
        "from alphafold.data import templates\n",
        "from alphafold.model import data\n",
        "from alphafold.model import config\n",
        "from alphafold.model import model\n",
        "\n",
        "import colabfold as cf"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Vv4mQRNO9onw"
      },
      "source": [
        "# setup which model params to use\n",
        "model_name = \"model_2_ptm\" # model we want to use\n",
        "model_config = config.model_config(\"model_5_ptm\") # configure based on model that doesn't use templates\n",
        "\n",
        "model_config.model.num_recycle = 24\n",
        "model_config.data.common.num_recycle = 24\n",
        "\n",
        "# since we'll be using single sequence input, setting size of MSA to 1\n",
        "model_config.data.common.max_extra_msa = 1 # 5120\n",
        "model_config.data.eval.max_msa_clusters = 1 # 512\n",
        "\n",
        "# setup model\n",
        "model_params = data.get_model_haiku_params(model_name=model_name, data_dir=\".\")\n",
        "model_runner = model.RunModel(model_config, model_params)"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xeU50hAZ9qCu"
      },
      "source": [
        "# setup inputs\n",
        "query_sequence = \"MQDGPGTLDVFVAAGWNTDNTIEITGGATYQLSPYIMVKAGYGWNNSSLNRFEFGGGLQYKVTPDLEPYAWAGATYNTDNTLVPAAGAGFRYKVSPEVKLVVEYGWNNSSLQFLQAGLSYRIQP\"\n",
        "feature_dict = {\n",
        "    **pipeline.make_sequence_features(sequence=query_sequence,description=\"none\",num_res=len(query_sequence)),\n",
        "    **pipeline.make_msa_features(msas=[[query_sequence]],deletion_matrices=[[[0]*len(query_sequence)]]),\n",
        "}\n",
        "inputs = model_runner.process_features(feature_dict, random_seed=0)"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kexOnJht9rx-"
      },
      "source": [
        "# get outputs\n",
        "outputs, prev_outputs = model_runner.predict(inputs)\n",
        "plddts = np.asarray(jnp.concatenate([prev_outputs[\"prev_plddt\"], outputs['plddt'][None]],0))\n",
        "positions = np.asarray(jnp.concatenate([prev_outputs[\"prev_pos\"], outputs['structure_module'][\"final_atom_positions\"][None]],0))"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YJeexRmFvn43"
      },
      "source": [
        "LET'S ANIMATE"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7zh3M5h8qOSa"
      },
      "source": [
        "import matplotlib\n",
        "from matplotlib import animation\n",
        "import matplotlib.pyplot as plt\n",
        "from IPython.display import HTML\n",
        "\n",
        "def make_animation(positions, plddts=None, line_w=2.0):\n",
        "\n",
        "  def ca_align_to_last(positions):\n",
        "    def align(P, Q):\n",
        "      p = P - P.mean(0,keepdims=True)\n",
        "      q = Q - Q.mean(0,keepdims=True)\n",
        "      return p @ cf.kabsch(p,q)\n",
        "    \n",
        "    pos = positions[-1,:,1,:] - positions[-1,:,1,:].mean(0,keepdims=True)\n",
        "    best_2D_view = pos @ cf.kabsch(pos,pos,return_v=True)\n",
        "\n",
        "    new_positions = []\n",
        "    for i in range(len(positions)):\n",
        "      new_positions.append(align(positions[i,:,1,:],best_2D_view))\n",
        "    return np.asarray(new_positions)\n",
        "\n",
        "  # align all to last recycle\n",
        "  pos = ca_align_to_last(positions)\n",
        "\n",
        "  fig, (ax1, ax2, ax3) = plt.subplots(1,3)\n",
        "  fig.subplots_adjust(top = 0.90, bottom = 0.10, right = 1, left = 0, hspace = 0, wspace = 0)\n",
        "  fig.set_figwidth(13)\n",
        "  fig.set_figheight(5)\n",
        "  fig.set_dpi(100)\n",
        "\n",
        "  xy_min = pos[...,:2].min() - 1\n",
        "  xy_max = pos[...,:2].max() + 1\n",
        "\n",
        "  for ax in [ax1,ax3]:\n",
        "    ax.set_xlim(xy_min, xy_max)\n",
        "    ax.set_ylim(xy_min, xy_max)\n",
        "    ax.axis(False)\n",
        "\n",
        "  ims=[]\n",
        "  for k,(xyz,plddt) in enumerate(zip(pos,plddts)):\n",
        "    ims.append([])\n",
        "    im2 = ax2.plot(plddt, animated=True, color=\"black\")\n",
        "    tt1 = cf.add_text(\"colored by N->C\", ax1)\n",
        "    tt2 = cf.add_text(f\"recycle={k}\", ax2)\n",
        "    tt3 = cf.add_text(f\"pLDDT={plddt.mean():.3f}\", ax3)\n",
        "    ax2.set_xlabel(\"positions\")\n",
        "    ax2.set_ylabel(\"pLDDT\")\n",
        "    ax2.set_ylim(0,100)\n",
        "    ims[-1] += [cf.plot_pseudo_3D(xyz, ax=ax1, line_w=line_w)]\n",
        "    ims[-1] += [im2[0],tt1,tt2,tt3]\n",
        "    ims[-1] += [cf.plot_pseudo_3D(xyz, c=plddt, cmin=50, cmax=90, ax=ax3, line_w=line_w)]\n",
        "    \n",
        "  ani = animation.ArtistAnimation(fig, ims, blit=True, interval=120)\n",
        "  plt.close()\n",
        "  return ani.to_html5_video()"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 521
        },
        "id": "AbHs3lN_sPjS",
        "outputId": "b2933ffb-1d93-4594-b308-bcafa9c24934"
      },
      "source": [
        "HTML(make_animation(positions, plddts))"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "\">\n",
              "  Your browser does not support the video tag.\n",
              "</video>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "B3ugNMBUq9KS"
      },
      "source": [
        "# save all recycles as PDB files\n",
        "for n,(plddt,pos) in enumerate(zip(plddts,positions)):\n",
        "  b_factors = plddt[:,None] * outputs['structure_module']['final_atom_mask']  \n",
        "  p = protein.Protein(aatype=inputs['aatype'][0],\n",
        "                      atom_positions=pos,\n",
        "                      atom_mask=outputs['structure_module']['final_atom_mask'],\n",
        "                      residue_index=inputs['residue_index'][0] + 1,\n",
        "                      b_factors=b_factors)\n",
        "  pdb_lines = protein.to_pdb(p)\n",
        "  with open(f\"tmp.{n}.pdb\", 'w') as f:\n",
        "    f.write(pdb_lines)"
      ],
      "execution_count": 8,
      "outputs": []
    }
  ]
}